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Assessing total factor productivity across Africa: an empirical investigation

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  • Zhiyang Shen

    (Univ. Lille, CNRS, UMR 9221—LEM—Lille Economie Management)

  • Vivian Valdmanis

    (Western Michigan Univrsity)

Abstract

Even though Africa is home to many emerging markets, the attention on African growth might be neglected by economists and scholars due to data unavailability and this segment’s minor impact on the world economy. In this paper, we investigate the evolution of total factor productivity (TFP) growth in selected African countries during 1980–2017. By applying an economic approach, a robust nonparametric approach is used to address heterogeneities in production technologies among African countries. Based on a dynamic conditional reference set with the scenario analysis, the proposed model allows us to improve the approximate production frontier by selecting homogeneous references in terms of economic structures. Furthermore, an additive TFP indicator is applied to identify productivity gains among regions and countries operating in Africa. The results show that the range of annual productivity growth rate in Africa is between 0.73 and 4.29% when convex technology and aggregate directional distance function is applied. The finding also indicates Africa growth is mostly driven by scale efficiency improvement and technological progress.

Suggested Citation

  • Zhiyang Shen & Vivian Valdmanis, 2022. "Assessing total factor productivity across Africa: an empirical investigation," Journal of Productivity Analysis, Springer, vol. 58(2), pages 239-253, December.
    • Handle: RePEc:kap:jproda:v:58:y:2022:i:2:d:10.1007_s11123-022-00648-x
    DOI: 10.1007/s11123-022-00648-x
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    1. Brian J. Aitken & Ann E. Harrison, 2022. "Do Domestic Firms Benefit from Direct Foreign Investment? Evidence from Venezuela," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 6, pages 139-152, World Scientific Publishing Co. Pte. Ltd..
    2. Cinzia Daraio & Léopold Simar, 2005. "Introducing Environmental Variables in Nonparametric Frontier Models: a Probabilistic Approach," Journal of Productivity Analysis, Springer, vol. 24(1), pages 93-121, September.
    3. Diewert, W. Erwin & Fox, Kevin J., 2014. "Reference technology sets, Free Disposal Hulls and productivity decompositions," Economics Letters, Elsevier, vol. 122(2), pages 238-242.
    4. Badin, Luiza & Daraio, Cinzia & Simar, Léopold, 2010. "Optimal bandwidth selection for conditional efficiency measures: A data-driven approach," European Journal of Operational Research, Elsevier, vol. 201(2), pages 633-640, March.
    5. Walter Briec & Kristiaan Kerstens, 2004. "A Luenberger-Hicks-Moorsteen productivity indicator: its relation to the Hicks-Moorsteen productivity index and the Luenberger productivity indicator," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 23(4), pages 925-939, May.
    6. Chali Nondo & Juan R. Jaramillo, 2018. "Analyzing Africa's Total Factor Productivity Trends: Evidence from the DEA Malmquist Approach," International Journal of Sustainable Economies Management (IJSEM), IGI Global, vol. 7(4), pages 45-61, October.
    7. Yasmina Reem Limam & Stephen M. Miller, 2004. "Explaining Economic Growth: Factor Accumulation, Total Factor Productivity Growth, and Production Efficiency Improvement," Working papers 2004-20, University of Connecticut, Department of Economics.
    8. Blancard, Stéphane & Boussemart, Jean-Philippe & Chavas, Jean-Paul & Leleu, Hervé, 2016. "Potential gains from specialization and diversification further to the reorganization of activities," Omega, Elsevier, vol. 63(C), pages 60-68.
    9. Kerstens, Kristiaan & Shen, Zhiyang & Van de Woestyne, Ignace, 2018. "Comparing Luenberger and Luenberger-Hicks-Moorsteen productivity indicators: How well is total factor productivity approximated?," International Journal of Production Economics, Elsevier, vol. 195(C), pages 311-318.
    10. Dani Rodrik & Arvind Subramanian & Francesco Trebbi, 2004. "Institutions Rule: The Primacy of Institutions Over Geography and Integration in Economic Development," Journal of Economic Growth, Springer, vol. 9(2), pages 131-165, June.
    11. Mr. Arvind Subramanian & Mr. Francesco Trebbi & Mr. Dani Rodrik, 2002. "Institutions Rule: The Primacy of Institutions over Integration and Geography in Economic Development," IMF Working Papers 2002/189, International Monetary Fund.
    12. Diewert, W. Erwin & Fox, Kevin J., 2017. "Decomposing productivity indexes into explanatory factors," European Journal of Operational Research, Elsevier, vol. 256(1), pages 275-291.
    13. North, Douglass C, 1994. "Economic Performance through Time," American Economic Review, American Economic Association, vol. 84(3), pages 359-368, June.
    14. Shen, Zhiyang & Baležentis, Tomas & Chen, Xueli & Valdmanis, Vivian, 2018. "Green growth and structural change in Chinese agricultural sector during 1997–2014," China Economic Review, Elsevier, vol. 51(C), pages 83-96.
    15. Hisali, Eria & Yawe, Bruno, 2011. "Total factor productivity growth in Uganda's telecommunications industry," Telecommunications Policy, Elsevier, vol. 35(1), pages 12-19, February.
    16. Chambers, Robert G. & Chung, Yangho & Fare, Rolf, 1996. "Benefit and Distance Functions," Journal of Economic Theory, Elsevier, vol. 70(2), pages 407-419, August.
    17. Khaled Thabet, 2018. "Determinants of total factor productivity growth of Tunisian manufacturing firms," Economics Bulletin, AccessEcon, vol. 38(1), pages 336-348.
    18. Kalu Ojah & Odongo Kodongo, 2016. "Does Infrastructure Really Explain Economic Growth in Sub-Saharan Africa?," Working Papers 653, Economic Research Southern Africa.
    19. Ang, Frederic & Kerstens, Pieter Jan, 2017. "Decomposing the Luenberger–Hicks–Moorsteen Total Factor Productivity indicator: An application to U.S. agriculture," European Journal of Operational Research, Elsevier, vol. 260(1), pages 359-375.
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